The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-01-15"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "93876206 (up from 93110488 yesterday: 0.82 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2009092 (up from 1994054 yesterday: 0.75 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 13975489

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.14



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 23556097 241576 1.04 4741424 392499 3802 0.98 1.67
India 10542841 15158 0.14 373723 152093 175 0.12 1.44
Brazil 8393492 69198 0.83 944932 208246 1151 0.56 2.48
Russia 3483531 24294 0.70 520241 63558 542 0.86 1.82
United Kingdom 3325642 55885 1.71 1097695 87448 1285 1.49 2.63
France 2931396 21673 0.74 326801 70090 638 0.92 2.39
Turkey 2373115 8314 0.35 254860 23664 169 0.72 1.00
Italy 2352423 16144 0.69 324069 81325 477 0.59 3.46
Spain 2252164 40197 1.82 397213 53314 235 0.44 2.37
Germany 2023828 8593 0.43 391092 45705 498 1.10 2.26
Colombia 1870179 21078 1.14 295472 47868 377 0.79 2.56
Argentina 1783047 12332 0.70 208493 45227 102 0.23 2.54
Mexico 1609735 21366 1.35 237492 139022 1106 0.80 8.64
Poland 1422320 7958 0.56 173241 32844 388 1.20 2.31
Iran 1318295 6485 0.49 129092 56621 83 0.15 4.30
South Africa 1311686 14880 1.15 328327 36467 615 1.72 2.78
Ukraine 1183963 8620 0.73 142380 21479 179 0.84 1.81
Peru 1056023 15792 1.52 52041 38654 255 0.66 3.66
Netherlands 914388 6082 0.67 159350 12969 94 0.73 1.42
Indonesia 882418 12818 1.47 182321 25484 238 0.94 2.89
Czechia 874605 8083 0.93 209742 14029 173 1.25 1.60
Canada 700538 6880 0.99 159599 17743 184 1.05 2.53
Romania 688270 3353 0.49 75897 17098 63 0.37 2.48
Belgium 675089 2203 0.33 37843 20352 58 0.29 3.01
Chile 661180 4468 0.68 65349 17369 75 0.43 2.63
Iraq 606991 805 0.13 17048 12932 10 0.08 2.13
Israel 535049 5235 0.99 140658 3910 40 1.03 0.73
Portugal 528469 10663 2.06 136687 8543 159 1.90 1.62
Bangladesh 526485 762 0.14 19220 7862 13 0.17 1.49
Sweden 523486 4703 0.91 127438 10323 138 1.35 1.97
Pakistan 516770 2432 0.47 47288 10908 45 0.41 2.11
Philippines 496646 2041 0.41 29045 9876 137 1.41 1.99
Switzerland 495228 2396 0.49 67031 8646 60 0.70 1.75
Morocco 457625 1291 0.28 29432 7888 34 0.43 1.72
Austria 390788 1528 0.39 41733 6987 66 0.95 1.79
Serbia 369823 1751 0.48 49656 3708 21 0.57 1.00
Saudi Arabia 364613 173 0.05 2710 6313 3 0.05 1.73
Hungary 349149 1513 0.44 34985 11177 111 1.00 3.20
Japan 317871 7137 2.30 103296 4204 85 2.06 1.32
Jordan 312851 808 0.26 27545 4121 14 0.34 1.32
Panama 293592 2307 0.79 66932 4689 38 0.82 1.60
Nepal 266816 270 0.10 9616 1948 5 0.26 0.73
United Arab Emirates 246376 3407 1.40 46711 733 7 0.96 0.30
Georgia 245789 1177 0.48 27065 2893 26 0.91 1.18
Lebanon 243286 6154 2.60 75217 1825 44 2.47 0.75
Ecuador 226866 864 0.38 18038 14273 27 0.19 6.29
Azerbaijan 226549 349 0.15 14785 2983 12 0.40 1.32
Croatia 223812 715 0.32 19850 4550 33 0.73 2.03
Belarus 221604 1941 0.88 38598 1564 10 0.64 0.71
Slovakia 220707 2729 1.25 55099 3362 102 3.13 1.52
Kazakhstan 213855 1043 0.49 17639 2883 1 0.03 1.35
Bulgaria 211503 552 0.26 14588 8457 61 0.73 4.00
Dominican Republic 188969 1482 0.79 23934 2432 4 0.16 1.29
Denmark 187998 2162 1.16 38072 1721 60 3.61 0.92
Costa Rica 184187 945 0.52 21197 2416 15 0.62 1.31
Bolivia 183589 2573 1.42 29999 9571 41 0.43 5.21
Tunisia 175065 4170 2.44 46487 5528 50 0.91 3.16
Ireland 166548 3491 2.14 82450 2536 48 1.93 1.52
Lithuania 165560 1146 0.70 38979 2376 30 1.28 1.44
Armenia 163972 396 0.24 7209 2974 11 0.37 1.81
Kuwait 156964 530 0.34 7687 947 1 0.11 0.60
Egypt 154620 879 0.57 24494 8473 52 0.62 5.48
Moldova 152263 576 0.38 12013 3228 17 0.53 2.12
West Bank and Gaza 151142 637 0.42 20544 1687 22 1.32 1.12
Malaysia 151066 3211 2.17 49501 586 8 1.38 0.39
Greece 147860 577 0.39 13008 5421 34 0.63 3.67
Guatemala 147560 623 0.42 12480 5177 26 0.50 3.51
Slovenia 147016 1544 1.06 33201 3121 28 0.91 2.12
Qatar 146885 196 0.13 4151 246 0 0.00 0.17
Burma 133378 513 0.39 12832 2926 14 0.48 2.19
Honduras 132412 449 0.34 13753 3344 9 0.27 2.53
Oman 131264 0 0.00 2974 1509 0 0.00 1.15
Ethiopia 130326 404 0.31 8446 2023 15 0.75 1.55
Paraguay 120789 1149 0.96 16901 2479 13 0.53 2.05
Venezuela 118856 441 0.37 7253 1095 5 0.46 0.92
Bosnia and Herzegovina 117011 0 0.00 8120 4411 0 0.00 3.77
Libya 108017 583 0.54 10364 1651 6 0.36 1.53
Nigeria 107345 1867 1.77 24598 1413 8 0.57 1.32
Algeria 103381 254 0.25 5940 2827 5 0.18 2.73

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 2922690 38991 1.35 861893 33002 684 2.12 1.13 73969.26 835.24 1 in 14
Texas 2094921 26284 1.27 429980 32086 393 1.24 1.53 72248.92 1106.57 1 in 14
Florida 1548067 16875 1.10 300521 23799 186 0.79 1.54 72077.75 1108.08 1 in 14
New York 1212922 19469 1.63 300037 40637 202 0.50 3.35 62349.61 2088.92 1 in 16
Illinois 1059324 6642 0.63 128475 19873 149 0.76 1.88 83596.82 1568.28 1 in 12
Ohio 814442 7149 0.89 160792 10057 67 0.67 1.23 69675.34 860.37 1 in 14
Georgia 801130 9806 1.24 176500 12138 163 1.36 1.52 75454.28 1143.22 1 in 13
Pennsylvania 759243 6079 0.81 157303 18935 225 1.20 2.49 59306.64 1479.07 1 in 17
Tennessee 676039 5557 0.83 129542 8311 79 0.96 1.23 98934.84 1216.27 1 in 10
North Carolina 659840 8914 1.37 165329 7933 108 1.38 1.20 62913.30 756.38 1 in 16
Arizona 658186 9146 1.41 171251 11040 185 1.70 1.68 86434.04 1449.79 1 in 12
New Jersey 616032 6311 1.04 113963 20320 159 0.79 3.30 69355.87 2287.72 1 in 14
Indiana 583160 4666 0.81 94980 9246 44 0.48 1.59 86622.26 1373.40 1 in 12
Michigan 579574 3001 0.52 71125 14550 39 0.27 2.51 58033.67 1456.91 1 in 17
Wisconsin 563866 2706 0.48 58521 5770 42 0.73 1.02 96843.69 990.99 1 in 10
Massachusetts 459927 5525 1.22 118002 13509 76 0.57 2.94 66181.28 1943.88 1 in 15
Missouri 445827 2222 0.50 57397 6436 32 0.50 1.44 72640.69 1048.65 1 in 14
Minnesota 443562 1627 0.37 39159 5918 33 0.56 1.33 78650.88 1049.36 1 in 13
Virginia 422634 4795 1.15 94641 5656 30 0.53 1.34 49514.74 662.64 1 in 20
Alabama 417528 2945 0.71 75102 6030 85 1.43 1.44 85154.45 1229.81 1 in 12
South Carolina 375967 4787 1.29 90939 6037 103 1.74 1.61 73021.54 1172.53 1 in 14
Colorado 371458 2281 0.62 49269 5343 27 0.51 1.44 64503.39 927.81 1 in 16
Louisiana 364853 3705 1.03 68354 8080 0 0.00 2.21 78483.37 1738.09 1 in 13
Oklahoma 348044 3538 1.03 75491 2925 43 1.49 0.84 87957.18 739.20 1 in 11
Kentucky 321269 3925 1.24 70990 3061 19 0.62 0.95 71909.69 685.14 1 in 14
Maryland 320739 2924 0.92 57579 6494 45 0.70 2.02 53052.59 1074.16 1 in 19
Utah 320102 2543 0.80 59513 1472 12 0.82 0.46 99845.97 459.15 1 in 10
Iowa 303926 1366 0.45 29660 4257 6 0.14 1.40 96329.40 1349.26 1 in 10
Washington 285970 2193 0.77 52877 3903 27 0.70 1.36 37554.04 512.55 1 in 27
Arkansas 267635 3124 1.18 54368 4263 35 0.83 1.59 88684.73 1412.61 1 in 11
Kansas 258354 3944 1.55 45605 3489 141 4.21 1.35 88680.45 1197.61 1 in 11
Nevada 258050 1878 0.73 43986 3698 40 1.09 1.43 83778.22 1200.59 1 in 12
Mississippi 248189 2342 0.95 44011 5411 55 1.03 2.18 83392.67 1818.12 1 in 12
Connecticut 223422 1878 0.85 50679 6594 41 0.63 2.95 62665.92 1849.50 1 in 16
Nebraska 180910 779 0.43 19748 1837 19 1.05 1.02 93522.15 949.64 1 in 11
New Mexico 161805 1262 0.79 25183 2874 38 1.34 1.78 77166.52 1370.64 1 in 13
Idaho 154470 1112 0.73 19237 1603 12 0.75 1.04 86196.65 894.50 1 in 12
Oregon 131258 1012 0.78 24437 1758 21 1.21 1.34 31120.48 416.81 1 in 32
West Virginia 106649 1430 1.36 27813 1733 31 1.82 1.62 59675.56 969.70 1 in 17
South Dakota 104937 425 0.41 8391 1629 15 0.93 1.55 118618.59 1841.39 1 in 8
Rhode Island 104443 1057 1.02 22377 2005 9 0.45 1.92 98590.57 1892.65 1 in 10
North Dakota 95599 221 0.23 4378 1395 23 1.68 1.46 125447.80 1830.56 1 in 8
Montana 88635 525 0.60 9706 1086 9 0.84 1.23 82931.16 1016.11 1 in 12
Puerto Rico 85954 1138 1.34 14530 1692 13 0.77 1.97 26913.66 529.79 1 in 37
Delaware 68727 662 0.97 15074 1002 7 0.70 1.46 70578.70 1029.00 1 in 14
New Hampshire 55550 772 1.41 16648 908 11 1.23 1.63 40854.27 667.79 1 in 24
Alaska 51466 309 0.60 6362 229 1 0.44 0.44 70352.47 313.04 1 in 14
Wyoming 48909 208 0.43 6245 522 0 0.00 1.07 84506.68 901.93 1 in 12
District of Columbia 33140 320 0.98 5704 842 0 0.00 2.54 46957.20 1193.06 1 in 21
Maine 32781 823 2.58 11234 477 16 3.47 1.46 24386.78 354.85 1 in 41
Hawaii 24318 205 0.85 3171 317 0 0.00 1.30 17175.28 223.89 1 in 58
Vermont 9734 161 1.68 2953 163 1 0.62 1.67 15599.63 261.22 1 in 64

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 37449536 2922690 7.80 6382675 861893 13.50 947796.2
2 Texas 15443899 2094921 13.56 2193328 429980 19.60 532623.9
3 Florida 17424558 1548067 8.88 2331102 300521 12.89 811284.6
4 New York 28455705 1212922 4.26 4158952 300037 7.21 1462750.4
5 Illinois 14564776 1059324 7.27 1682838 128475 7.63 1149383.0
6 Ohio 8368521 814442 9.73 899576 160792 17.87 715925.2
7 Georgia 5844021 801130 13.71 655186 176500 26.94 550418.0
8 Pennsylvania 4195105 759243 18.10 390666 157303 40.27 327691.7
9 Tennessee 6067669 676039 11.14 593818 129542 21.82 887972.3
10 North Carolina 7937712 659840 8.31 1389714 165329 11.90 756831.5
11 Arizona 3173905 658186 20.74 432933 171251 39.56 416802.3
12 New Jersey 8676802 616032 7.10 1216437 113963 9.37 976876.4
13 Indiana 6328023 583160 9.22 843188 94980 11.26 939960.9
14 Michigan 8757257 579574 6.62 907209 71125 7.84 876878.2
15 Wisconsin 5745570 563866 9.81 527246 58521 11.10 986798.7
16 Massachusetts 12147366 459927 3.79 1633321 118002 7.22 1747947.4
17 Missouri 3903116 445827 11.42 348085 57397 16.49 635953.0
18 Minnesota 5808350 443562 7.64 666688 39159 5.87 1029916.5
19 Virginia 4730680 422634 8.93 660680 94641 14.32 554234.6
20 Alabama 2012213 417528 20.75 177789 75102 42.24 410389.0
21 South Carolina 3609752 375967 10.42 610997 90939 14.88 701097.8
22 Colorado 4937103 371458 7.52 686061 49269 7.18 857324.1
23 Louisiana 4593428 364853 7.94 517606 68354 13.21 988090.2
24 Oklahoma 2937452 348044 11.85 350227 75491 21.55 742348.6
25 Kentucky 3392110 321269 9.47 330418 70990 21.48 759256.6
26 Maryland 6352475 320739 5.05 844527 57579 6.82 1050746.1
27 Utah 2436305 320102 13.14 264537 59513 22.50 759930.4
28 Iowa 1212121 303926 25.07 51701 29660 57.37 384182.0
29 Washington 4153214 285970 6.89 504004 52877 10.49 545406.7
30 Arkansas 2248612 267635 11.90 249704 54368 21.77 745110.1
31 Kansas 1100365 258354 23.48 138161 45605 33.01 377702.2
32 Nevada 2304127 258050 11.20 290188 43986 15.16 748055.3
33 Mississippi 1471115 248189 16.87 139279 44011 31.60 494301.5
34 Connecticut 4880936 223422 4.58 755857 50679 6.70 1369016.3
35 Nebraska 1894614 180910 9.55 204331 19748 9.66 979428.3
36 New Mexico 2127494 161805 7.61 214943 25183 11.72 1014624.5
37 Idaho 571813 154470 27.01 37181 19237 51.74 319080.5
38 Oregon 2895680 131258 4.53 358198 24437 6.82 686548.3
39 West Virginia 1732732 106649 6.15 282708 27813 9.84 969552.0
40 South Dakota 389508 104937 26.94 22998 8391 36.49 440291.7
41 Rhode Island 2242295 104443 4.66 354838 22377 6.31 2116648.6
42 North Dakota 1298741 95599 7.36 80040 4378 5.47 1704245.9
43 Montana 869564 88635 10.19 97871 9706 9.92 813605.8
45 Delaware 1101490 68727 6.24 172061 15074 8.76 1131167.3
46 New Hampshire 1130805 55550 4.91 138522 16648 12.02 831651.0
47 Alaska 1389226 51466 3.70 161491 6362 3.94 1899030.1
48 Wyoming 549805 48909 8.90 71454 6245 8.74 949972.3
49 District of Columbia 986795 33140 3.36 130014 5704 4.39 1398223.7
50 Maine 1238547 32781 2.65 170018 11234 6.61 921392.6
51 Hawaii 894688 24318 2.72 114231 3171 2.78 631898.9
52 Vermont 788759 9734 1.23 117529 2953 2.51 1264059.1

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 5171810 510429 2205 0.43 9.87 3601 466 57154 26094 5.11
Veneto 3584775 294874 1079 0.37 8.23 2386 327 75353 7859 2.67
Piemonte 1785825 211209 871 0.41 11.83 2522 163 14806 8319 3.94
Campania 2208602 204996 1150 0.56 9.28 1401 93 72933 3335 1.63
Emilia-Romagna 2774816 198878 1794 0.91 7.17 2511 231 55510 8657 4.35
Lazio 2909237 187118 1394 0.75 6.43 2780 299 77755 4342 2.32
Toscana 2012434 127010 446 0.35 6.31 715 129 8598 3940 3.10
Sicilia 1367989 117336 1945 1.69 8.58 1403 210 45045 2916 2.49
Puglia 1162264 107397 1295 1.22 9.24 1374 148 55822 2810 2.62
Liguria 764447 65214 254 0.39 8.53 668 59 5034 3084 4.73
Friuli Venezia Giulia 1022612 59511 919 1.57 5.82 688 68 12879 2035 3.42
Marche 606048 49262 629 1.29 8.13 587 82 11689 1763 3.58
Abruzzo 558267 38834 240 0.62 6.96 443 41 11247 1311 3.38
Sardegna 521163 35204 260 0.74 6.75 510 50 17451 888 2.52
P.A. Bolzano 393231 32715 529 1.64 8.32 209 23 11807 802 2.45
Umbria 543318 31909 232 0.73 5.87 278 50 4489 682 2.14
Calabria 476032 28427 405 1.45 5.97 285 27 9810 530 1.86
P.A. Trento 480620 24752 362 1.48 5.15 304 42 2308 1051 4.25
Basilicata 199103 12365 78 0.63 6.21 80 4 6832 289 2.34
Valle d’Aosta 66212 7601 20 0.26 11.48 40 3 416 392 5.16
Molise 125405 7382 39 0.53 5.89 56 7 1130 226 3.06

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Quebec 238745 1918 0.81 8938 60 0.68 3.74 27963.71 1046.89 1 in 36
Ontario 236127 3062 1.31 5302 93 1.79 2.25 16050.15 360.39 1 in 62
Alberta 115370 785 0.69 1402 13 0.94 1.22 26142.35 317.69 1 in 38
British Columbia 60117 509 0.85 1047 9 0.87 1.74 11762.47 204.86 1 in 85
Manitoba 27145 191 0.71 760 5 0.66 2.80 19705.75 551.72 1 in 51
Saskatchewan 19715 386 2.00 210 4 1.94 1.07 16684.07 177.72 1 in 60
Nova Scotia 1550 2 0.13 65 0 0.00 4.19 1585.75 66.50 1 in 631
New Brunswick 884 25 2.91 12 0 0.00 1.36 1133.34 15.38 1 in 882
Newfoundland and Labrador 395 1 0.25 4 0 0.00 1.01 757.63 7.67 1 in 1320
Nunavut 266 0 0.00 1 0 0.00 0.38 NA NA 1 in NA
Prince Edward Island 103 0 0.00 0 0 NaN 0.00 651.25 0.00 1 in 1536
Yukon 70 0 0.00 1 0 0.00 1.43 1704.08 24.34 1 in 587
Northwest Territories 25 1 4.17 0 0 NaN 0.00 556.74 0.00 1 in 1796
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 71992.96 1199.57 1 in 14
India 7873.67 113.59 1 in 127
Brazil 40102.69 994.96 1 in 25
Russia 24107.48 439.85 1 in 41
United Kingdom 50054.82 1316.20 1 in 20
France 43758.71 1046.28 1 in 23
Turkey 29366.60 292.84 1 in 34
Italy 38895.88 1344.66 1 in 26
Spain 48267.55 1142.61 1 in 21
Germany 24445.32 552.06 1 in 41
Colombia 38112.47 975.50 1 in 26
Argentina 40276.64 1021.62 1 in 25
Mexico 12459.25 1076.02 1 in 80
Poland 37449.18 864.77 1 in 27
Iran 16243.16 697.65 1 in 62
South Africa 23125.63 642.93 1 in 43
Ukraine NA NA 1 in NA
Peru 32826.33 1201.55 1 in 30
Netherlands 53223.98 754.89 1 in 19
Indonesia 3342.49 96.53 1 in 299

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 990632 13504 1.36
Cook Illinois 429270 8939 2.08
Maricopa Arizona 407631 6320 1.55
Miami-Dade Florida 339434 4528 1.33
Harris Texas 278312 3723 1.34
San Bernardino California 245033 1560 0.64
Riverside California 233899 2517 1.08
Dallas Texas 230439 2362 1.03
San Diego California 206870 2037 0.98
Orange California 205911 2277 1.11
Clark Nevada 197652 2795 1.41
Tarrant Texas 187863 1825 0.97
Broward Florida 156452 1955 1.25
Queens New York 151581 7782 5.13
Kings New York 148501 7994 5.38
Bexar Texas 143503 1970 1.37
Suffolk New York 122597 2545 2.08
Salt Lake Utah 121050 621 0.51
Nassau New York 109984 2518 2.29
El Paso Texas 106312 1909 1.80
Philadelphia Pennsylvania 102837 2722 2.65
Bronx New York 101553 5243 5.16
Milwaukee Wisconsin 98795 1029 1.04
Franklin Ohio 96280 704 0.73
Palm Beach Florida 96085 2018 2.10
Hennepin Minnesota 92172 1468 1.59
Wayne Michigan 92047 3837 4.17
Orange Florida 91626 824 0.90
Hillsborough Florida 90966 1173 1.29
Middlesex Massachusetts 90918 2925 3.22
Santa Clara California 89983 1040 1.16
Pima Arizona 87687 1393 1.59
Kern California 83547 558 0.67
Westchester New York 81982 1774 2.16
Cuyahoga Ohio 80909 970 1.20
Marion Indiana 80556 1286 1.60
Sacramento California 79137 1080 1.36
Fresno California 79033 932 1.18
Utah Utah 78255 241 0.31
St. Louis Missouri 77487 1554 2.01
Mecklenburg North Carolina 75261 660 0.88
Shelby Tennessee 75260 1102 1.46
Duval Florida 74111 792 1.07
New York New York 72735 3419 4.70
King Washington 72253 1152 1.59
Gwinnett Georgia 70658 648 0.92
Essex Massachusetts 69855 1844 2.64
Davidson Tennessee 69679 654 0.94
DuPage Illinois 68156 1136 1.67
Fulton Georgia 67834 861 1.27
Oklahoma Oklahoma 67719 494 0.73
Providence Rhode Island 67526 1480 2.19
Oakland Michigan 66986 1792 2.68
Fairfield Connecticut 65725 1830 2.78
Alameda California 64760 768 1.19
Suffolk Massachusetts 64158 1465 2.28
Allegheny Pennsylvania 63358 1302 2.05
Prince George’s Maryland 61946 1161 1.87
Collin Texas 61803 461 0.75
Jefferson Alabama 61313 888 1.45
Hamilton Ohio 60343 438 0.73
Travis Texas 60084 606 1.01
Bergen New Jersey 59684 2406 4.03
Jefferson Kentucky 59354 592 1.00
Essex New Jersey 58110 2471 4.25
Douglas Nebraska 58029 561 0.97
Ventura California 57941 412 0.71
Will Illinois 57429 861 1.50
Hidalgo Texas 57337 2293 4.00
Tulsa Oklahoma 56914 486 0.85
New Haven Connecticut 56512 1694 3.00
San Joaquin California 56484 748 1.32
Middlesex New Jersey 56322 1799 3.19
Hartford Connecticut 56292 1992 3.54
Wake North Carolina 55887 394 0.70
Hudson New Jersey 54690 1779 3.25
Cobb Georgia 54436 638 1.17
Pinellas Florida 53445 1169 2.19
Montgomery Maryland 53283 1217 2.28
Macomb Michigan 53252 1751 3.29
Denver Colorado 52856 712 1.35
Lake Illinois 52591 877 1.67
Worcester Massachusetts 52317 1694 3.24
Fairfax Virginia 51756 730 1.41
Contra Costa California 50627 430 0.85
Erie New York 50227 1339 2.67
Greenville South Carolina 47621 600 1.26
Lee Florida 47422 726 1.53
Passaic New Jersey 47135 1534 3.25
Kent Michigan 47110 606 1.29
Union New Jersey 46716 1610 3.45
Sedgwick Kansas 46446 495 1.07
Bernalillo New Mexico 45903 676 1.47
Denton Texas 45816 419 0.91
El Paso Colorado 45357 662 1.46
Kane Illinois 45300 667 1.47
Polk Iowa 45206 441 0.98
DeKalb Georgia 45141 565 1.25
Lubbock Texas 45067 634 1.41
Johnson Kansas 44973 600 1.33

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc